{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os,sys\n",
    "sys.path.insert(0,\"..\")\n",
    "from glob import glob\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import torch\n",
    "import torchvision\n",
    "import sys\n",
    "import torch.nn.functional as F\n",
    "import tqdm\n",
    "import sklearn, sklearn.metrics\n",
    "import pandas as pd\n",
    "import torchxrayvision as xrv\n",
    "import skimage"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Lung Lesion doesn't exist. Adding nans instead.\n",
      "Fracture doesn't exist. Adding nans instead.\n",
      "Lung Opacity doesn't exist. Adding nans instead.\n",
      "Enlarged Cardiomediastinum doesn't exist. Adding nans instead.\n"
     ]
    }
   ],
   "source": [
    "d_nih = xrv.datasets.NIH_Dataset(imgpath=\"/home/users/joecohen/group/joecohen/images-512-NIH\")\n",
    "xrv.datasets.relabel_dataset(xrv.datasets.default_pathologies, d_nih)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Atelectasis': 0.0,\n",
       " 'Consolidation': 0.0,\n",
       " 'Infiltration': 0.0,\n",
       " 'Pneumothorax': 0.0,\n",
       " 'Edema': 0.0,\n",
       " 'Emphysema': 0.0,\n",
       " 'Fibrosis': 0.0,\n",
       " 'Effusion': 0.0,\n",
       " 'Pneumonia': 0.0,\n",
       " 'Pleural_Thickening': 1.0,\n",
       " 'Cardiomegaly': 0.0,\n",
       " 'Nodule': 0.0,\n",
       " 'Mass': 0.0,\n",
       " 'Hernia': 0.0,\n",
       " 'Lung Lesion': nan,\n",
       " 'Fracture': nan,\n",
       " 'Lung Opacity': nan,\n",
       " 'Enlarged Cardiomediastinum': nan}"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sample = d_nih[100]\n",
    "plt.imshow(sample[\"img\"][0], cmap=\"Greys_r\");\n",
    "dict(zip(d_nih.pathologies,sample[\"lab\"]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "ae = xrv.autoencoders.ResNetAE(weights=\"101-elastic\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "out = ae(torch.from_numpy(sample[\"img\"][None,...]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "img_r = out['out'].detach().numpy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(img_r[0][0], cmap=\"Greys_r\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "img = skimage.io.imread(\"../tests/00000001_000.png\")\n",
    "img = xrv.datasets.normalize(img, 255)  \n",
    "\n",
    "# Check that images are 2D arrays\n",
    "if len(img.shape) > 2:\n",
    "    img = img[:, :, 0]\n",
    "if len(img.shape) < 2:\n",
    "    print(\"error, dimension lower than 2 for image\")\n",
    "\n",
    "# Add color channel\n",
    "img = img[None, :, :]                    \n",
    "\n",
    "transform = torchvision.transforms.Compose([xrv.datasets.XRayCenterCrop(),\n",
    "                                            xrv.datasets.XRayResizer(224)])\n",
    "img = transform(img)\n",
    "img = torch.from_numpy(img).unsqueeze(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(img.numpy()[0][0], cmap=\"Greys_r\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "out = ae(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "img_r = out['out'].detach().numpy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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wBwFXGB10PD9EwbVeeo5WTNPSPCL/3q2+f7cAoBUczAJ+eo5WhGBAUVqbrUuI+phtELEBbz9VcA0QcvENr9HrnTX6MQUGvb/PGmv5FxcXO+UfjUbdbzIDNTKlXD6/orEVbVu9juXLlN/L7mUej8ddHtzSjUyhZQCuDQK11k8B+NTF751SykdxvtX4zEIQuHPnDtbX13Hnzp1uIwWlofrtvrQqgXZGa15/iML3Ud+MDXj9WmlGQKbld1DzPQcjgBjCADIgUDdA/Uumo6s7Waa+/tX6R0yHyuIWNLKK0XSeW9Es/742cIvMMrHNyQAYnNONXL2t1eJT0XlMgdBdnAio/Lf+j9ydyWTSTR/6ZqQuTyQmUEp5N4DPB/DzAP4YgG8upXwNgA/jnC3Ezsjl/bhz5w4ePXqEra0tbG1t4fHjx92DIdEA8eky94V18ZErQwQCPM60WS53N3idW/VZJAKayKJmFt7r6fQ/Ahe30plV4Xmde9Zlt7TIrL8GwGZpCwXDaOWgphOxPjITKpfS6mjAu4L2AY2WQZfwqvWnKxSNA5+V8FiA5qEMKVP0SJypeH1WVlYwmUym1hdEcmMQKKVsAPgxAH+l1rpdSvkeAN+B8zjBdwD4LgB/Ibive+/AO9/5TqytreHevXu4f/8+Hj58iMePH3fWSCurVFctUeQCuE/vSu1Wp3Utz/Oc1GPqfKuxo07LGEyk8FrvCCCUBeigb9H0DAycuiqFpcLqHDVXt2l+1t9T51QBlLZ7GhwDrPvJyclUfXWL8myHoag9vO8iK8z2pOITBDQOon2ullktP8sXzeXrOGj1TSatOjF/BggzuREIlFKWcQ4AP1Rr/ccAUGv9tJz/PgA/Fd1b5b0Df+SP/JG6srKCBw8e4MGDB9ja2sKDBw+6QAcro8pdSunmXd2X1ukr9TMji87/ivxuqf0YJUr7om5he0UdwbJGUf2I3UT0PwIAlqnFVtxfZdkjmk0l02u5hp0Wh3k584jy1mO0lJH117ozP8YoeFzfWZAxgllAkflS8cfjcfcmIJ2+5rjx9uFvn7dnuSJA8jLot5bL2681Ptl/GkeJ5CazAwXAhwB8tNb63XL8hYt4AQB8OYBfG5Le8vIyVldX8fDhQ9y9exfb29vdtAejmzooVPGdGUhZAORLM1V0EGteep83cAYCmqen78cjRfZPdDx6M1FW5oz5sFz8nkwmoUXKotcLCwtTgzyi3Jq3L07iN9PSdlMaTcVXy882UEVTMMgYgZZL2Z5+6Puvrq5O+f7a31EwEUC4gs+3ylNm1xo7EWOI2i9jOsxbjWIkN2ECfwzAVwP41VLKL18c+zYAX1VKeS/O3YHfAfCX+hKiJVSXYHt7u3t7DYNSToWzjmQDRN+ZxY6sdMQIss7I0tbgkufJ427tdbqJvqcGphQEGJBSeqpljtrIr41os1J1bR/1XTVm4FZXy0GwYH1VITK/VsFDlYeAwIAXNxPVjUXUPWj1rdeV7col7GQABGICJdPUvAg+DKTqtVE+DgTaD9FiJW8XB/aM6fW5qMDNZgf+NYAIXga9a0CF1H40GmFzcxP37t3D48ePMZlMOiaglc4GOo+5fxcFi6Jr/Duzavwf/fY8PP8WCHAQ6nsF+WAVAUBfLeYDSssSDZIIMCN24EoctVUp0wE5vgMgSsPbL7J8arl92y/WQ68vpXRuiG89rm5B5h54nIXKPx6Pu3dDsr0j0Cvl8jFlj4+oEruLpP3HNvFYjI8d7xsf8wrm+mHddHo3krlYMQicV2R5eRnr6+u4d+9exwQODg6mIsEZlYpQVdEY6F8VFgWHIomUvsUCWh3qbgCV3qPQOhXlAKAK7eWJ3IEICNw9ctDzwcVjEQvQvLP4gPaB0nh+PC9397Qu6jbxWgBTjMBpu7Y7qf/q6mr3Mlieo2iwz4OB6hIxbfX9qfws52g0mmrzaCxmrkw0i+R94SDYxwbmBgSA88Ybj8d4xzve0cUEVlZWunnObLBHAx64uiac3zoA3c/VTmDjKTBkjen0diiiczCQ5lPpx+NxCgDqAjgddAvKdnVF9JiKlqkFhhEAKhB4Wg42Otip8PpiUgaDPYruMREqqtNsXsu+0j5Wo6BtOR6Psba2hvX1dYxGo6n7dUywLVln1oH0X+uvll/BRl08goWyqaztM3dCxy1XdkZpzj0IsLFqrZ0/tr6+3r2SLBvQvFeP67EWxdIBAlxFXopTrIxBeBqaTsYAfHrQV6PpmvTI+nv6kX/tFj5rQ00zchF4nc9nRwwhAwAdkFzmenBw0L10xl9TrmlrG1GRdI0+Z4qoXIwPlFKmmAXrp3P/BAGmr+3kLz2lpfWAqLoW2qZabl1oxPJG6fm4jdJiv+pMhI9JBd6WzAUIAJfTRGysO3fuYHd3t5sZ0AaJrH8rQOJWPgIGlcxn1UHg/l8rD83HA4FKZ9VK+Dp0pY/qMxPIvMwKNGqNWoqqTMCppn87EFBpM5eDwuk9vlRjf3+/AwJd+66RdVUwrVMWN9FjWm8dK9nKP+Dqk3uso8cZ1PoTdLK2Z6xnZWUFq6ur3XFlRA4E3pceT9D21HHhszB97u3cgIBWlB3IRvMFQ5lf60wAuDqA1ZI5dfa0PDgGXL4uWpfT6iu1IySneDAKwJWBSuX3QJhaMx0w2dJqfaJNYwtqqRSYvN30f8QMojpG7agWi210fHyM/f197O3tdSDAx2HpEiiweJ/rDMrx8fEUcOp4mUzOH65R5VGwUDah1NoZnzOYCAC8j5W1sd25X8bq6mpXFn02IxpHCihafrYpy53t1s2xEU39UuYGBNy6kKYdHBx0UWBnAzp4nc6qRNFap8IKKvoUmKapnePr6vkiVV3BFgGXTnN63ryOA07nvtXnY546YDwfAioDjIx6j8djAJiyXBxMKt7GmXi59V5Pg3Xgi2YODw9xeHiI4+PjKRBQ39bLx37w4Jc+68BlsuPxuFNCxllaD/zott4OCL7gx9uJMyNqzJiHMjz2B8GHaRMEFAgoXla9z1kby+7fEUOmzAUIEKnY2b4GgNf4PfxW2urXuT+k10c0Uf1LfShEkZXpKiPQQeyMIPORnW5G4OEWXzeS0IGg+dACKWUmAHDPBm0Pn9rzgdXqAy1rFmTUsqvC89vn19UV0GlDDSzyWNS2uopQXTQFBN2/j+2vrpyyAKf/PpY0/sBx5e0TRfu1XdVN8dkRZRfMQ8eXjzctH8vWAvO5AAHgKq1yhXHlaPk5Gkfw61TZ/b8qDumXg0A0WKLItg5mTUOpplozDe5omZ36O+NwtNdBQwuiihYNFLUurtQEZ73e+0j7I2orDlQHAWdNvA7AlDWkceDqN/V93eopcGn+WrcowHZ6ejqlZHpvxEJ1/NDFdHapZVMw5OI3ApZS/cnkfBsxXVylusD2UCDUsaZl1DK8JZgAFd0tifprPgApipre4fpflZFBSP0PXL6yylFaB4ejKi3LysrKlIK7pVbmoNtCqaJH7EApogaRnJ5qe6n74oPZB4YOxmiwuD8ZMQI/pvVg2d1dyqLWWkadvVGXQEFbabdG3zmNSJ/56OhoyhVQJhBF0TPrymsJSOpauQtDg8S01KU7PT3t4gNR8NPb1se1TwNSoiD53IMAcLWQ7GC1Rk6hgfghC7e42rlEWzayIz6BSC1gFCjU71qnt7fStFgO3elFg2Ou4ExXy69MwGmzB5C0/BycWn9VILVG/kiyW/aWO5b1hZY/2gQzYmqRaP5qHHR60Df50OlD4HJvvoODg66tSrl8CC3KU/PW9mU7eixF4wlkCDzOui4tLXUL4Mge6a5ljyarodIFQT47pe3jINBq57kCAfd9nNq6S+D36zdwNbgDTC/iiKh+rbXbkUVdAw48LZe7LG5V2HFq7Y+Pj7uAmFL0voCUA4GChoKAWiZtLy69VkDTBUP0R3m/t2nU7i0gcFrtoBgNVB/ADrzq4vhzFTo1qDMsSte58aa2ISP2Gu3XNnIwUCBwZqn1cIPE88fHxx2DODs7fzaGC+LW19e7YKazMi2Hjgkti34re47Yq8rcgIAiIDBNUX0FWCSRgvIe4Org1EHqjanWm76ixglYHqVwTE/L4QAQrYjT+gNoWkj1Kz3oxfM6KDm4OWAWFha6raa0Ljrd5oxGASrqM4/jqDhdjah1BAZMW6m10n//kA2owWB6jB+wH3V25ejoCEdHR1hbW5u6R2MkWhcvk5aZaWfMifd427CMGhxdX1+fMlSRC5CBcgReXlaXuQCBDPmVqvKYR2J53KdQfIC64ii98ikZ4FLBSeH0m+IUTGk2zxHtORfOjtepQhWfhtTyaN0iN4gDlZ3OQcljBAIOuqOjoymrqgtsAFwpaybqerA8agGVvjogROCgeWvddfZGDYTTaB/0+gAN20NjMicnJ91DQzp2CB4U/o7yUQBQ95XXOEC7cnugdGNjY2q8a7tGQBCxKK9zJnMBAsC0FWGBdSmtWmi9nhWMFoQ4I2DH+3PnFG9sZQtaTh7XqbUov6OjI+zt7WFvb697vTTr57EJ5sMBxEHESDI7X+9lWs52XFwpPb6gDIVP5LVcAP34NGsWF2gpvQ9sXZyjbpe7L9HUmYIn03IAY3qcqTg6OsL6+jo2NjamFvJErJPtp4rlCs/xoDTcy6Bt4IxAF/hou0ZuB78jN9qvz2SuQEAbTFdbqb+sA0P9WvUP3WJOJhMcHh52abhfFZVFr9XBxIEaRap5z9nZ+dOPe3t72N3d7QJBblkzhI/cnsivjsBK3aHMMigY6GyFLtJRMNMB6+xH28BdrD4Q8DUQOkOibE1Zk7oxyrp0wGuA1/tR+5jjhtOurPfa2tqVNtS2U0VjPlRCzdf9cndFtT1Zfu6YdHBwMDVz4DpCceXX2FnGnF3mBgSAq2ip0z5sUCqgugoaJFL0BKbRVRfy+NRKZFEjX9Vpln5PJpMuAs3lsIeHh1MPxei9CgTRYGOdlR34gKbi8B4dgG4lNQ8OOm0bpaSsjyuxpuPW2SVzD9wNU1fB24niVi6zkFFsx8vP9BYXF6eW66qCr66udu2njE/rpu3J/LQdHHSiPvA02Sd01zj2vS0iy+8sQNv/qYJAKeV3AOwAOANwWmt9fynlPoB/BODdON9d6CvqgB2HgUtarX4qj+sg1KCWPkCig56NyQdUtMMjhYoonfqi6i/6QGSgSdfDHx4eXhlkkVV15WUZ9KPl8KCguwte9siiUdQiKyPgOVce7a+MaWj5/LcOcv9ogJZ5aL2jqUyyM1V6pdnRIiwdP2SaDgKLi4vdcwfuumi8SQHaldsBwvta02R5qcC+iErbJGp/jh1nKHptJk+KCfyXtdbfl/8fBPCztdbvLKV88OL/X81u9kJqJxEEfAWVr7Ty4BWRdG9vDwcHB1cCU8BVi+8+nFNQjTtoflwDsLu7i93d3an18NqZmidwabU86uzXOd30IKFT+MhSZANCrSWBgIqWrTDU8mSUOfpoHozP8KNASdE6+m+n+hoHULbhIKDl1wd4vJ5sAzKC5eXlK/3i/1vnFKT4n9coSOi92h4ZK1XQUvaobODNAgGXDwD4Exe/fwDAv0ADBFTUKrNyfIAIiJf5qo/NQXZ0dNQ9qurWGMAVpIzQ2wEgetEkwWZ3dxc7OzvY39+feiecTwV6PZXK8bhbTh0QrsyedisK3Gpztp0uXooAU/NusQx1u2j99QEhX8qsabMevibA2Z4yIIq6GjrtpnXhuOIzBuqKaNyG44uB6Wj6lO3AvJl+ZPEjQI7cXKbPPlCDEwEw2Yj+Zlk17UyeBAhUAP+0lFIB/J/1fCvx5+rljsO/h/P3FXqDdO8d+KzP+qypArOyOtXiiOiRYloDLsYhHdeO5f0RA3CFYh7qmjgAnJ2dYX9/vwMA5qmR9mg6R8WtNq9zOhgpo9cBmB6I0fWZuMJqUNUHtFsgDwq65Vcl82chNAiqSuDMKwMAigKZfjjzof3AckfLrxX8NR6lU9XMR8Ga7ZKtqeB9ETBEx7UvyIa1X7Wc1BH9rXn6MZcnAQJ/vNb6SinlHQB+ppTyG3qy1lovAAJ2vHvvwPvf//6qFaOw8TM/URWH1p+71HDVX2RlgOn36TlF99kHXZDC/7Wev9SBALC3t9cBAC2PA4HU/UpddBESr1FFimYH9DpNl791RsOtjtNfVSItr9NJZQDaD54Of3vwzxkZ667KqeCSxWG0vhF70qCnMhsKLWzmd9MF8B2H6RYoQ4sA1wHUv/36aIxmgWpV9shV9BkBBddIbgwCtdZXLr4/U0r5cQBfCODT5eL9A6WUFwB8ZmBaU2jsVDkaiOxsBQBOx0V0TX0zTxeYjkI7HeV/4DwOsLOzg+3t7c4FiB6NVRCIGIFGoF2h2CZZlL4lpISu9FEaERhE9F/bK1LOqNxu9Z3pafv7VCC/fRxomZUBeSzAAVSvJZNj7IMzBapUvhR5PB5PuSBsJ8YjfE0CFZN1jBhVxrK8PzImFrllUX+15KZvIFoHsFDPX0i6DuBPAfgbAH4SwNcC+M6L758Ykp42ruXTfetHAYCReF8CrAipHdio0xXF9O2nTk5OsL29jZ2dnW4KkOCjyu/0twUCtEw+xcl2yZTS/dG+tnWa79ZUldTLqUFJ/6ho2qqYav3Ztu6rKyDw2qgu+h3NQGTAw7S97XR5sS6t5oNJfMbA2SABJCqf1sP73cFBGYW6uB5TcsVmG+p4YFpDXcKbMoHnAPz4RWZLAP5hrfX/KaX8AoAfLaV8PYBPAviKoQm2fF+1BgQAXfrZCjKpkuh0ox53N4CDQH3Tk5MTHBwcdIuAyAB8ussfEfaFMDoLodNMqmhRJzoAuGvhbeZWwds4YhbuCmi7OVX3VW2ahzMYtjHbX9mKS2S9IvqtiqJtqC8AcaPg7aNpERB0xid6DyH7LFtDoMuII3Gj5OXyMmWMWOuhAKBjo09uBAK11t8C8J8Fx18F8CXXSdNpT/SbDcOgD5fkRgDA32xwD9xElFTpoEalmWdk/V35o6izz0cDuNJZtV7OQzulc3eIor5+1JYRbWyJlymjmlFsJnI7HKg0wDYk+KnsTftSfX+mE606ZHv7mGAbRoG0s7PLJz53d3cxGo26ZcU0CgpAXgeOF6aZtbkqr7e3t4X3ScsNeDOZwBMV7+zsGp1r9ug/0H47cJSuDwjfjJJPc52ennbTjrpXfgsA6KL4Mlrmp3WmZVGrGfl2CliRq6C/9b9T+IglRG1FUHDF9915IssaAYCyMLp12jba1xlT4TjwYKMCgEoUgIzq6oyAsaa9vT3s7OxgY2Njamm6x12A6TUtXo6Wu+X9NlSJ/T513aJnJ1zmBgQi6ghcXWThfqZ3ursASsm08zO3Qd0ABoY4UHWffF3k0gKALDDIgeJ0m99kBK6wXmbvYB9ATiM16Bal7d9OMXXGROMBGfV190GVkRIpu8YRItdCfX5dB9ByufTjbe7K6a6BLjzjSkKNDTDIWGvtgo5sP9YnE887Yn8Er4jtOZvI3MBM5gYEKH2IqAMgW/vvaSkYOLq6hdOFQbpFty4/9t1xfVbAwYBl9ikfLw8HnS5QUkUd6hdGlD065ivwosHTusen7bLBlx135VagVDfKg4vKBt3/d5fPgY8+/fLy8hWmooFTLaO6Bnt7e9jY2OjcNU5hEww0TY1H6FjUsequQgTuERvKxAODQ9jA3ICAdwgroAoTDRYVbQA/ruKgQEtBuuqr02qtU7EAfvsjuBEARP6pDnyKW2euZqMrEiks6xYpHY/7fR789KcuI+uh0XSWLVrHz/ZXqx8NZmVxUcyEvxnoVbqv5/TbQcDdIJaHbcp0yPR8vHmZOQtFd5AGwvssckXUivusR8QQNE1Pg79b417rwjHQYiJzAwKZRdOOUToU0SJS6AgIVJyOqr+qIMAyeCwgWvrqA1qtgrMBBwUAV16/rmzA6bQrng4srZfHABwYfBWeR/y1XzS/qAyRBVIQUADP4iZRW/l0n/732RcFGe1/ZVgKNtEaAq2bum4sNw3A2dnlW5h10ZEbHObv49fHK9vIx626Nu4WRxKBOPs2k7kAAW8YDiIe4zWR78hKK9oqykYNq+kCCJWCA7jW2tFA7g3oLMAHog/ayIXRFWzOgHyGQqmsA4VuTqIzHRkdj2i9WnRVbC0b29WBQi1WlIa7c9FUasSYVOHdJegDgIg+k+4TDByUFQSilYQEAV2GzHQjd4v1ZT95vEPHZeTPu34ow2gBQNTnfa7EXICAN6D+zmYLooHulCmKE1AUZJwea8SbLIBBIX84yOmoDywHgGjwah1IWalotAKLi4tTxzm4aJEcJB1YnGm5Vc9WAOpAdSYSuQLugyur0PbRB4rcGrur566gK7sDAO9RfzwaD56HnuOGn7xHWYyuSXHAY5+4i6HKGI1LHnMmERk+SjS2I/bcJ3MBAiqu2JQWmjkT0HtV2f1cFA9QJZhMJp0fqMuCfXoyG5CR79oCAZZJLZWuUdCgoU9N6eB3ENC66qD04660bD9V7ige4C6JA4GCirYLH7X2tRvZoG+Jt4EqiAbjMqWI+kHBTfuUY0BZqzIIVWSvG0UXTFHcvdKyqTuTMR0XrXOrPecaBPquc7bQl170u+UKTCaTqScSdXFQ1hkUZQEZAETuwMLC5VJapZUtn85dmwwEgOklqXq/K7gOHKYZMQGlv2oN/a2/ut7CA4MZYLXqvby83G1+orEIirqE3k4eO6DlVpqvbbW4eL5SdGVlZaof9ToFAO/PaHxGrCAyXJlkDEjFx0UmcwEC7nt5hzrKuy+laD0ERFwhooAbcI7i3CrMAaDPh4ui3e6/8lq/bxbhINZ66Tk/5iCQuQZUQp3vdpfJ4xDAJWDwMdzxeIzV1VWsra1hf3+/AwKtsyuNKivzpiLympOTkw4IdHcgB2cHwaidtJ6aH+uqQUwNbKqLwXt4DcFcQdLHKNvYAcvdYsosY8N1ZO5nB7RRohVYUQc6E+hjBEC+BiHycyeT8/nn/f39K+8KaPlbHsTy6DavAfpXgrllyfKkKJDyPi0Py8IB6gErjwl4vuoG6HWquGy/paXzNyL3LadW4IumFVkvKhTT0g1oeU7rxn7KQECVU/NR9nZ8fDy1KEifVVHWoDEHBVldNMTrWmPU3YGor1sGJHILhxjHuQABCgsedY6LB7uA+ImzqPJ6r7sAtGx0BXRloA7YaHDpIMosU6TQXj+l11FeWXDO2yGKUSg46HkHRS+L+746ZellVMYwHo+npk49jsLl11G9I/E+0A+VTpXP6b23Y8YQNJBL0FEA4HoRDSBS8d3diPo2C+ppvTwuELWBK3vWty2ZKxBQ0UHtiuMDtrUiKqLIQIy62uiTyaTrdLX89P20g1XxdeA4jcwsv+at4MT81PL6+gFdTBStJXCAoIV3RqMf5s8BxTQ8cBoxAf6nQvBR3PX19am+1LyPjo6mgmxRBN/7nG2u4K3jgP3ETUC8/x0w2d7eDuxPnc3g6kG+Hl5BV4FS3YUI6LOZL+0zL29m6TMw0DQzmQsQ6IsJ8JpMOLAzq09x5Hcl0XO6DoDp+PXa2C3a626EppeVUUHAwSBaSBRRdK9byyK4a8RjqhzOBPx6rRdBYDKZdHtEunuiCq6PgaviuMXTsrrLovdGCuRjQOvpoKaMSYGdLIAMUeussQFlV5EbkLmUUZ/5NdEUdMY2h8hcgIBTOiCuSMYIWr5WFAeI/rtyK3WNOsxptvqLrvwqXk4fkM5MIkvrA1wBwD8OGhFDcCVQgNIyRFODrmgKyHofI+vj8fjKYiGuFdDlw9pWHmDVF4sqsLj1ayl/pPh6zN0d9jnLrO+T4CIuBQ+OZQc2puPHWuVS0fEUMQxnBNm4U7k2CJRS/iDO3y1A+RwA/wuAuwD+IoD/eHH822qtP91Ky+np0HMX5QjPufLzO1ImHyA6OLXDFGl9UOpDRUr/M3oWlTWz1A4U2b2q+A4C2fJjZw2absYAlHG0rLK2M4GAys624hSszr4oCHg7Dll5qaww6l83OM62IlDQ/mb5OWukcQEFEQ9YR65OZKR8rYZez2//3TKaLQYI3AAEaq0fA/Dei0wWAbwC4McBfB2Av1tr/TvXTfsiTc2r+84GWqQgmdX3b1cCp50ApgadKj83F/GVg7OIDhL+V1qrEWZfB8BrtdzaJq68WYzBAaPFSJxGe5ur8qhfzPt1z0amxQd0CL6sj7sEGmR0NkBREFDAo7AcdFkcCBUU9KMs8ezsrAP+yWQy1YbKhFqiwBmxMnXFfKx4f/OcswCN62TypNyBLwHwiVrrJ/sqnkkWE9CKRn5PBBZ6PBqk/M4osFJSpqtWwKms+/0tq5/VG7ic6lIq7ivOSJ3Vamig0geGK2/mLviTkx4oi+IOPkBbLounpa+MYxBWt2uPBri2sQNuZCCYttbV21zXObjiO6tifTh9TCYTuXgOhBR3C1rjsQUkkV5kcYG+8fikQOArAfyw/P/mUsrXAPgwgG+pPa8gU9GATMYAMjaQHcuslf9WUWV2Khg9PehljBTYy5+tF4isrgIRI97Mlw8R8bFYXTwUKUfk/3KFn1toBYAoBuADWds0AwNvCz6dx7c3R+JWLoqKu6jFZ9tRwTlzwOk/Xq/GhazIA7BMk+U+PT3t2l4ZHPPJwDn6H4EB2ylScNZbx6lPS0f5qTyJdxGuAPhvAXzrxaHvAfAdAOrF93cB+AvBfVdePpIFOlr/g3TT/5HligamN6bS/2gJcBSQonIQDHyAtHw6WjAtIy2a7mTD12hxAxSWg7+B6cCeuxnKAvytzsw7CiRm7ZxR20xY3uPj4+7tTaenpyG7cGunyh8ZCG1D7QttO+CSCXDxkdYvcpccBDhTwN2GvL0zNsBx5seidsvcYG9Lpult44vCXJ4EE/hSAL9Ua/30RWE+zROllO8D8FNJobuXj3zBF3xBbQ2cLPjhDdUHAPrb89LILvPRZaIEAp/zVxoZSWQJlGHwGh6Pyq+gQgBaWFjolNafSXAgiGIFChL6Ulf1n135IyDIFD1iA8psWE59XwT962wsRLRXz/m12geqlKVcTklmLoT69c7MFAg0hkFR4G+NaY+VaJ9n4gxVlV3jVnotGVAmTwIEvgriCpSLl45c/P1yAL82NCG3QC59bkAEBHpNRk+9YwF0bzBSBXPKxTJnSMuO1o4BphlPNnvg9XcwcRqoA4Pl1S20Ir+UZdcXbDgIZMqfSR/1VctOBeKWbSy/1z1Ksy/fCBB0fCjDU8bGtomWiLtLxHSiqWAdWxwHvqiNx6PxOFQi1ygC/8w1BZ7My0f+JIC/JIf/dinlvTh3B37HzrXSAjC95HXI9dpJs4gPbre67Fxf9cdrPEoPxA0dKX+rs1Q4aPU6Dib6m8B5m2lEPfKfFSwWFs5fqMLfTmOj6P8Qeu9l9XOR8ujMiiqeT5NF+UZugLcd7yW4OBA4GCwuXj6odHx8POWCsa0VDNRQ6HqBqL2U0UVtN8sYduWPYiWa51ObHai17gF4YMe+etZ0WpV3dM/YgCtMlkeLBQBXX8ypU4K8L5pR0PK6Vdf6+RSPW3a9TgetWzOltv4gjZfHI+lLS0vdGgj6uT4tqGWPBmifUraE7aPxlSge1MqLEsVZsuuitHgv89cnFRcXF7s9CQkE2h5aD/ZlFN3XsaKuBtsicjtabeqGRD9RQL2vbeZixWDkm/G4XzOUIUTHsuCLswCdAdBO07hB9OYZDigvR2QdI6TOqHCklO6vR4qqfinjCLoZCoDOHdBXvEcK7+AZScsVyNLQtuUxDcB5MM7ZlOebzRJoWVyU+RFUfTpYd2/yuvW1k8dgIgPhbeBtpGXV3zRQ7sLMwpDnAgSAOLrJ4xEARB2SDcDodwQATFdjAOoz+lyzBluoyBGSt6Y7Ne/ICvu3Wikvl/vuWgYOas4oMD9ODWb3t0DGJWNpLUunMYloyy7GKbTtNJCqjMlpb0tho7Lr2HMg8MAr08wePPI+0/yz2YHofhVnkdomzgaYBttk7pkARamLK/4QtkAZgtAZ4pIJ6PJVVTY2aBQT8Dla/R89S5BR7GjAuJXU6avsacKWxabyjUajjglEA3YIKDi9jdper9epydXVVWxubmJnZ6drc5ZP5+d5bxQVV5cnspoRJc5AKZoa9o8bKgUepqnTgxRfv+H3tQBARUHQ669uH9vaDZbL3IHAEEVvuQaZYun/lnVTesXrFQAIAkr9tUw+WKLIMdNVysb/Xq4oQu/LWf3dBGqhIgtDAOCOPw4AEWAOYQJD+oHl4qYja2tr2NzcxP7+Pmqt3ZN50XMOwOUCKZ8WczrsbEH7SfvVv51JRGCgQOHpqlunDEXBQUHT22dIGzsAOmj5tX0yVyAADFsYQXF093P+231o/++N6363Wo1I6Z1CcomvgoqX0cvpD7VEDICBPF3mq9t2eZlV8QgAVD6CgD8x523oZc4GrYOb36NlWllZwfr6OjY3N3FycoKFhQXs7+9PsQFnNGRqEcNygHCLCQxfoKPisyy+x6S6V/z2+JDWXYFAAaEFAMpq+K3g5CzU6zP37kDWSUMkoqRRo7aU34HA4wBRg7IDqPC6A1G2ktDLpP85gFT53U9X6+jBvIj+670EDTKAO3fuYGNjA6PRqEsna9tMSTIA0Pv8v7oxLMv6+noXlV9dXe3AU9sFuKTqnB7lFuxsbx73xTIKBpk4I9A8NW//aLp6rzNH7+tsXHi8IHKJ3d30KWDNj+3VkrkAgUiRo7iA3zPEv+ZvB4ZIwSOl1Xu8wX0PgWgnIS+jdpBSSFc4t/z8z1WCKysrU4GzqC5MTy0vGcC9e/ewsbHR3Z9ZoQwsI6CNfO8sLT5JyFd+13q5Oak+ROQDXukuAYDtRSBQJfOYjYr3jbsFDgg6BpT1KSD0tZe7Btp+npfnG1F/dTvVRVEAjtwPlbkAAWD4FGCfXGcwR/eoUulAVKrPwaovo/CBq+lpp6vvqMd04PnAJADoZygILC0tYW1tDXfv3sWDBw9w7969qbfrDmm3Wdq6r+1Zn9Fo1Ck2g4VcQRit1gSm10MsLFw+qKUDPlIoXfSTlVnbPHoM2QGJz5Q4CGTRfi9jxHhcfFypwjsYMG2dNWEamcwFCESBP//uAwe3/Pq7z5K1WIQrP5Wea92zfQR0IOqcvAoHinacUjjm7enQsus+g9H0pF67srKCjY0N3L9/H48ePepYgAYQo76I2qoFCm5do48GNLnjEO/jOX3PQylXt1X3mIwe0zaL6pDFPhyQlYE5UDoboBFQ5XZQ9+lM5uPl8HGvrFLrHTFQiq5jyRhud2165k2WzO+JAMFlFgCIjns5ouCLvnmIyh9FiZm+onCG8q15X6+rDiCfufBpQR3ItK7j8Rj37t3DgwcPcPfu3S4WoFZL2y+LsbRo5SyiDIUzBV6npaUlHBwcdHkqxXcr7PRf2YVKNCOgdfPzCrbKCtw4KJA542GfRrGAqF1UfAx4PErHpY4LrXu0klRlbkAAiFdGZYEd/+0DtI/++8dpfLRpqFP/FgBoAMsR3n9TvBOZh258cXZ2+QhxRPndNSAArK+v4+7du7h79y7G43EaC4gUP/rukyGAoYyAdVWm4KsF1dLVWq/MvkR9oe0TsSRlJ1EQtpSSvr6dZYossQOKMpRZg9/OAHznY74lWZmIs42WuzEXIOD0W/2ujBFk92f/I2sWsQHvWN89KIr6e0cDl4s0IgBQWu8DggNFZyh4LZ+1p+LovLgPZn5GoxHG4zE2Njawubk5FQyMZj5abdlSaiqF1zfqW217KpefUzrOeyeTydSrx5QR8F73sVXx2K7KDlzh/be7BA4GtV4uM/cxoeNCFTNqx4wJqg5oQJouqb4qvdbLZ0H4MBPrGz3cRpkLEPAB45XWa1wyCxUpeIsJaBocbBHd0nLoINU8dED6/yESgQQHP59y425CHhHWehIsuCjH1wQoyERtOMuxSIb2iSo8B64qm7YL666WPfJ5PZaiQMB+8bJ4HED/KzPR/DlWlSGqAWjlR4nGdhQDoPtD689X5OnbkNjn2t4er3KZCxAAYgAAcGWg67XR/2yg8TuaBtJrNeCSBf5ceTwP1oODRO/z+nGQ+ECI6BuprwOAB8QiN4H7BegA7mMBkfS5Bc4GooEfsQGWk3Wg9dJ+civYorhR26lC6gIf5uOulzIVdV0cSKmkDsiRkXHGFLWLj311N3Rvw4ODg25DFt67srIy5QaUcvnwWCZzAQJOIYe4AHqf/s8a3j+uCEo3fe6fnes+o+ahA0n92wwMOPi07EOmiXzakUKA0DKqddBZhIwBDZHonqx/tNxZHdiWrIPTX1c2KgX3IaByuGvlban/tTzRi00jhqRBTH89O9ua1jpahu1jz1mil02nIfnNGanDw8MOBPb29qbehJQ95NTqo0EgUEr5fgB/FsBnaq1/+OLYfZy/d+DdON885Ctqra+X89Hx9wB8GYB9AH++1vpLQ/JhI6gi6SBipaxsrXL3goFe4wFBR3algmxs9d9bit+ipJSIsrnSatRaraS2nQJbyzL1tR/PR+5Gqw+8v6J8/bz64Uyj1npF4YDpV4MdHx9P9YUDTCTsA1pI5uNAzfbOYhXRw01Zvd3gOCPQNnMd0PoyDrC/v4/d3d3u3QfAOdjrTIUCV0uGMoF/AOB/B/CDcuyDAH621vqdpZQPXvz/qzjfc/A9F58/ivONR//owHyuPBDiqKbfKn1KHgGCpxU9KQZM+/60+kyDv3UeWwekBob0Gh1cWoeoXgCmqKguGvKINRAvL/X01dpF+eoAzdqtZV38es/XlYxt5OVRF4gKR/pN1qb9lbEpd5V02ixjnFT46LgzAr3f20tBP0pPQYH/vf90gdr+/n7nCigTWFxcxGg0mpplYZCwJYNAoNb6L0sp77bDHwDwJy5+/wCAf4FzEPgAgB+s5zX6uVLK3TK972CWR/ebHa9g4HROO3CINctYgaZZ6+VjxBrY0UBPFGVl+Tg4VZQJROUC0KRrvEYXBnGlXbQVdnS/swkHgKz9MsYQ3ZP1QwbC3q7OWDxtKpta3b5XvvWNC/aXsjbvJy+rH4vWD2R1Z3k8DqT1V/bri5HIAsgEODPA/TAXFha6mSzt5/39fYzH47QdbhITeE4U+/cAPHfx+0UAvyvXvXxxrAkCwNU9+HwOWKki5bqswO91AAAuEV+th5fXRTtTp/BavnCWhnakLqoZjUYdG+CqP10olClcBAZRO7pCRwDgVjRiBq28tF6Z4mh5HATYXwoG2vaZ+DmCtwYM+TjzwsJCF4Dkrs60quw/LsbimpBo6liNBNs2asPIJXAWoDsz60ddU42t8PfTAgEtcC2lzLTov8h7B1566aXuuAdDnAn4/HuQbl++4XENxLDz1AKoIkeWyssbdQav9XK0AoJK6bgJx3g8xng8nnpZiCsOy86ZAT5wpIwhAsOsjSLw5LFI+VlvBwIqCyl0tNYhc2/c+rJdNYYTRcJ1utBF3QSdUz89vXwb9cnJSZdvaxagb8YoYqORa6Djh4ZJZwM4LejvwWB76szH4uJiBx6Z3AQEPl0uaH4p5QUAn7k4/gqAl+S6d10c88pOvXdAG0CDIVmjR8oU/Y4GeqbEHIgaTefg8ohuRtmiRUUZ1dfpykwRWRbuAkQQ4P9ozpxpcuswsodoRWGrTaLj2p7ZNVTYKMim4BrlxfbP0lTqrVaSbc4XmPh9LVGQ8JiBrxj1vQRYbvaTtlNk9TUPF48FMO5BN+Dg4ACHh4dTyu+zKQ4CZIzZm52Am4HATwL4WgDfefH9E3L8m0spP4LzgODjvngAG4DiQMCpIh1MfT4of+u3H1NAcUoaTaWpUitKzwoAmr4+wMN89Df9fm4DRoVeXV29EjXXetBVUNbgLkPUJl7O6L/fH4n6+g4CajVJwVnvCKAoygKYh67r4HsB+R2xNp+h6auDGyTv78iSt9qQx7L7fGzplKA/tJalwXIeHh52DJIuTiRDpwh/GOdBwIellJcB/K84V/4fLaV8PYBPAviKi8t/GufTgx/H+RTh1w3MY4oyOxPwzouoV6b02cev9blVtUjqX/lg0GWjPr0Z1dMBQP11f6pPYwEEASq1goBaA/qw4/EYq6urHWC4O6D1byl81M6RZcsGvFrwLMgWuQMueg37iz48X2LC8aKDXpVOx46OIQcm/WZfer9H05Hquvi5qD4Rq2Q+BAAyANaT9aZoLILfbvmz+BMwfHbgq5JTXxJcWwF805B07T4Alz6NLtZh53O9fDTNQmlR3Fa+WXDGaZYGaZSW9VF/t/Kq9NF6dQ52IjkBYG1tbcqy67SZ+ta8dn19vQOBLIA4pJ1Yhz4XwsHBFTtzB1zBszJRubiwZ3V1FRsbG53C6LMezu5cOX1xUatuzk4zRtCapRk6HnU2wAOAGrdifvzwXRIagyqldO5EJnOxYtB9ICoco54UtRruk7lE1DUbYN5wavVJzRSl/VFiV/5oXh7AFUXQQJeCgIKBAwCZgE8Psv0AdO7D+vo61tbWprYiU5/6OgDQamttT2937TsF8agvI/ah7ettx6ckNzc3uykzKoSOHzce7sPzGv3WOjkI+GvpNR1lBg4ukaFwg8PnA7Q+umZG20qXWOs1PquQyVyAADBNKQkGWvHRaDRVYV8F1Tc4W26AlsF9P+90zslq57s/F0kGAGr1o6fZGNgZj8cdABAYlN6rlVtcXOzcAH1bruYVzRK0pE8x9Vj0zfw1Gl9KmQJQVRhPP2IYbEN9XJoLaEibaT2Zd0aLNX1ladpm7hbo7lJqFLL27HML3BXQzWvU8LCM0UIxigYIgfNnCjKZGxBwn8pXg3EQcRon6tDM6kc0L4rcUqlV+XVZqjKCVh086JQBgCqkWmdd58+ZAX19uL9BmMBIa0AWsL6+jtFodCWgpmWN/mfBrQwIMqvn97or4LMtfeJsgXXSpyXX19extbXVuWoApub9Xdm1nApSysr8eh0jkevaYjVZvQgwCi66u5LPkjH9KLCs6VGXsjELzBEIAJiiWzodEnW+LywaMohUvIOI4kRc9cOc9vVN++m3dpAPXC+HdqLeqysF1X2IBilBgnGDPgbQxwZaYOH/HRRYJiq7swG2u96biTKLqIxkBGRAm5ubUxY68tu9LVp9prMwLI+6hro5alS+qJ19/HGM0QXQYGAU41CwUvDSMrJ9bzw78GYIEdV9IaK5zt3rYopovnkW0cHlewj4YozM71c67jMXrnxO4SL/WOvicQOPBfBapqlvFSJo+KxAxpK0zJH0WTZ3AfSYsiT3t3WNRpRWJgQXtiNnS8bjMY6Pj7G6utqMD2i7REAZgbeCV8QWMxCI2tX72nXAA89RGs4wPX2OjbcME2Cn66YJLDwrq8tlab298n0UzJWADe2Nr34eRX2yKOjkU3xucZQBqPiCJC2fDkZXFI9DlFKmgoB6n3+GytBrIyV2JqBtoNf67yjPFiAoEJAJra+vd/24t7cXXk8Fd1rtYOCgwbFKIFDfXY1T1Ob6m32oMSdloNlmNhGbocFgMJvlK6V0m9JEMncgwMUeqozA9BJIvrxyeXm56Q5kg9cRWCOyiuzR4NS0dWCraAd5OTK6BpxbAm79lc0waBBJ/wPTS4x9JWEkfVS/79pMKSMWoMFA/nag8Hp6Pt522r6qrLq6UmM5h4eHVyxiFpjVj4OA+98cOwQA7n6Uga27sTrrxAeD/OlIvS8SH3MeZ2gtjJobEGBjaRDO907TZ/1d+f1/NGgjCwugiwUwBuHTfk5nWU4uenHr7ggddZyzC60/gPDxTx00Wl+lxVG7et29fYYyJ//fqp8DgQdiFQx04Hp9o7K666Ufgh/ZACk2+5NjysUZQPTfmQFwuXSZK/Q8htViNqyjLn9urUjMGJ3GoXSGgmk7m3WZGxBQxNI5WCr88fFxR/W0kXivDzpKn7Vjfow/6IDRezSYxyi8+rJu9TPa7tY/6iBdUecgR1rnU5TcWLJF9Wex9C0wzdKK2JL+jtiAKrOu01DKrX0apaMxEwIBmSJfdaar7LiajlS5FcOJvhUgWF5d4ccxFDFBby+NLfgzARr89vIB7WXWHr96S4AAcGlldfqF7kD0EAcbkMo5hL77b6atUVhFU6WKvFdnJzR9r0uk9Fo+BQYXV2gygIWFhamlo1Skm8RFWueHioNedN7ZgDMAdRMiVqCugwKAMwJ976JO6Wo/aLSc/RC1YQQEEdNTl1KNU9ae2v8+zeiGqMXefCwrMHDM0NBlMlcgwMoohdEFGr5kUxVWB1CWLn/7gNWobMYCKJ5PC2FLudxlSAdixgyiYKJaRF0uyvbgtWQCWb1vKlEb9lFdnotcAQcDb0dP31mXzwwoC9DpNi4kAnBFsTx4pgwsq3P0YR+SCXBsttbra9/z+mgqsK9POJZ07KjeKAPKZG5AgMrlhedncXFxCi31XMt6qGRuggKAr8jywZbFIvw3MP0Ogahcem00HeULfBTRWW8FDJ1CdECJZhj62IDLrPe5b5wpkV8TpZO5FhqX0RkjZQNRvGhhYeHKY8ca53E3xPNWFsB7GXxUNpDVh98sbzQL0Gp7D4pqHfpiUC5zAwJUeveF9Jgv4eU5R10dcCpZ4ziroEJxeTIthQ6O6JPlo/WJLI3STfVtdTEQy8XO5CCL1g9kSha1yaxuQ5/Vd/F4jZZFf/O6SOG17diWCsjKAHSsRJF1V24CgY63DKC0DKqEarSOjo6mwMXZkpcnWn6u7TKkDylqQB2AWzI3IABMv6DT3YEMCBgA4txsZv2zxlN3wFmAbiXlDRz5+84C/LyWRymclk83r6RyKxDwXvWjubTYlxNngaMsmKTlG3KsZbX6lF/T1dhA5tJp2d39I2MjEHBMKBCQEUSWdH9//8qUq87YZPWLxiXn+mmk2B/sO22TzIgoI8wMiNZBv5Wp6PhrtelcgUCGlsoIdAVf5BK00o1EHwIBLt95r7SQ1oENqlMwFKd4vC8ql1o//mfHcY5fGUE0cHSg8OEi357b545bViRiCC13yq/x6yPr7t/+e6jQxXIgYL8RDHQX4KyvKFxD4D6038fyKt1XJqALhxiTcAvONN3IOVgOYQM6Ltk2WtY+UAXmCAQ8UhxNo+miCn/KsIWslKgzlAVQYfiJmAXv84GrAyFjClRaVxbNj9bcwcCVjBSYOwf5voOaprMC5qvfWp6+333XOzBkNL+VV9Z/ytai4CCVnwoIILTq2u48x2linXXRmIMDsJaJY0nXCyiYRApNyZTf4zg6Ner1Pj097crSx1JdekGgxC8e+d8A/DcAjgF8AsDX1VrfKOfbkn8UwMcubv+5Wus39uXBQrKCPuWl1MtnCRS9fefabCDpeWUBPpicdmY+poJUBgDA1Zdk8hgVWp8UVJdAp0D54VNz0caj0fsGI7coA4KsvaJj2b06sL0vhtwfpUPFzIK1Cnw+FpwNRXP9yvy4uShBRYFA74vcVl/o1idaHgVudQkyVjCk7TTgHckQJvAPcPXFIz8D4FtrraellL8F4Ftx/s4BAPhErfW9A9K9IjrgKapo7gIoGLR8JyBGYl8foJ2g03FRWTyQqdYAwBXAUGuo69Q1qMfFLfpeAd9mm2kwBqAPDCkL8NdkRZSSv/Xby5tJ3wCM3IOoLSKW0ErLLSHbkTEhnR3w8jsrc4BUI1NrnbKuTM/XEgCYYgm8T5cRR+0e1VHL5O6cAgGv17JT3ID2TQ8CA0CgBi8eqbX+U/n7cwD++96c2nl0v31QOsUnGERbPGVBkIh6KnXSjoqUhsrtbCQDAxcfBBr517cK8aMAQKugoKIbaXDjUX1qUJVfZwuycrXKG50bCgCu4PrbFdmZQyYZCEQsLiqvB9G8j31BGs9p7MHF3VW6rEyjtV4govYe2OXHGYHWKQKnNzMm8Bdw/k5CymeXUv4tgG0Af73W+q+im0rw3gGldRHdjmYKXBn7rJd3uiKlB1V8ysmZSOQCUCJg007WxS1kALp5CJVXWQMHweLiYqf8BAANJPqsQARsXrY+6aOgkeV3RqFt72lG7MOv92sVQDhm2KY+Dvy/x36Ay7caZfEmKvTKyspU/qenp1OPuLfW/mffLLc/Mh8xAh0LERtwEIzqr3IjECil/DUApwB+6OLQpwB8Vq311VLKFwD4J6WUP1Rr3fZ7q7x34PM///OrR0cjcX87avAM/aKGUurnMYg+5c8iu1F+2ona2coA/K1CPv2jPq8zBwcAt5RZGwwBgNb9Q+51n56/+xSfErkKDgKaJsHAt5/z+IC3k8YDPNakKwAjpkf3UceFPgbsbaLlJaj78w/+0eXRUYyA6bZ8/0yuDQKllD+P84Dhl9SLFq61HgE4uvj9i6WUTwD4AwA+3JeeB1wcJf3aTBEVAHxwKW2i7+ZPDToL8BWKirJDgj5KyxXldStxDQYSAJQ9ANP7GCgAtDYOadH5oZQ+89czJY6uY1tFrMDL46CRAYC7Fh4gbJWHvr6n65ReF6XpNZpWKeUKcHDc0CXQacKoPOoKcHycnp4Ocgmc6fnmJ65XkVwLBEopfwbA/wzgv6i17svxRwBeq7WelVI+B+dvJv6tWdKOLFk2cBW99duZQNQA6g7oFlTaodELLzkIMsT1AciOoZ8evVk4iuZ7WfmtA8YZRotuDrXikaJmbZjl5+XW61ugkLGplovgrMKVw/3xvrZxluljQJWMiurA4QDiZVXxPtT01SXwevnMTxYXGCJDpgijF498K4ARgJ+5qBSnAr8YwN8opZwAmAD4xlrra0MKwo6MoqmOdnoPMO0mDLHOjvpEbvUH1S+MljMzH/W9XHlYZvf11B2I6uWxhcjlULDIXJIhbeFt6b+zcy1Qyaz5EOYwi7hx8PGirIDtmO1SrSDK9tSVqQcHB1OGgy6Aug2q/Lo9nTOaaEy7gkczBBkbiMaQ168lQ2YHohePfCi59scA/FhvrvG9U/8z1HOrp/erpXaF8eu1g7XD9DtSfKeE7BTmw2NKz9TSR88FePlVWZThAOiCXq74XsYISLx9o98uN2EQTt372JnLrCCmbMDdArWs2f3MU0GA29z5I8JRkFpnFvQFNdFY9BmNiMFEQd6MHSuTiJhzqy3nZsUggCuN44GRbPVb5Mu3WIFbfvpu0d6CkYV10cGmyh91qFNiHVAKKH6eok/K+f3ZR6XPx2/1TfRb/0eKHim+M4TrSAQ6kXJof1CUEXifqLvH1X9cAch3Tmi5fY1I9AyBxgUio5YpPo/pGpYWELC+0VqbVlvPDQg4gnsjRUwgsqTZoPOO1l2N/bVivu7AxZVVy9HqZB88pcSv8Nb6+Hl3UYaAgH5ayj6LcmbXeJ9ofVyelFvAfPviBHQRqCTODJw9nZ2ddVt/kxkyqKjA74yAAKA7ZisI6P0+rjNjF7Hf7L/W29smkrkBAeDqpg/60YaJouGZeDq11is0L1L+qNGcfrXyceRW2q7Ky3R0ULhi8zrfbl2nRqPZjYwNsByRwmYsocUEtNx9x2aVvvsztqH/tT9a6Xg9z87OsL6+3hmM1t79URyBLxM9Pj7GaDS6AgB9/n/EIN0ARsaDx5lGa6dhYI5AIOvICCkzNqDiDcVvXRBCpNbXPWfKo8rvCuT5ODi53+7BT69zROeZb1bO6J4+1+A6kgGAfreU8kla/6wcHhvwMmYr+Pypw8lkgtXV1e5dftEu1Cq8jysGj46OsLOzg/v372N9fT1VZgeqyCXw67VO3gZufPoM5dyAAIWDHbhUZH+01llAq5IRbXOUJihkMYChNCw65wrp4pTNWQO/OXCzmYrM+kffURlncQVabdDncrTaYhbxekXli+qkxzyWc3p62i3J5nWrq6s4OTnBxsZG5zrSskZGSGcKjo6OsLu7i729Pdy5c2dqG/KMNfI7WzSUAYECSNQWLUYwNyDQ8qUZGIkQNKJH/I46//T0tHtpJbeC8hWHeo9/txQZiAdnZo0zRuH36bUeD1Dlb5Uh+j+rtFiX/h4CBLPkmbV5lk8rbx03ugyb03611iml05ed8n0YwPTbj6J+42Khg4MDbG9v4969exiPx1esfTSWW6s/s2NaN6/rW4IJuBLT8vdVXCPwnoZ/gPPO4Qse9vb2plyByDq5tWjRQD/fouk+jcnyaWfyvCr4wsLClTXpfctEW2WOQM6lbyBl55xdtFyETGYBkiEAreUCYtZJIJhMLncq4rblBIJa6xQbiGZ9yAiOj487g8NXy7vlb00H+pRyNt51nOr5xcXFZiwDmBMQ0EHemgZp0Sj/D+DK/7OzsykWEL3tlfdEoJBZWw5Ap+YArlB3zUsDg47oTFvXIJAVaZp+T1TePvo9ixugebXucQAYAgRa71a+eg37PeqbVrn8v8Z6VDl1hefq6irW1tauGA0fZywDg4SHh4fY3d3FnTt3ph4+chegj/5nuqF18eM+pRnJXIAAxREtq2CLJvn1lForDg8Psb+/j/39/S4WkAFA9LCId7wrGZWWVoDHOA2li02Aq5uLcIkoxfPXx2R1wEbi5VFgGxoDGAIMmTIPdQkUUKK21Wsi5b2Oy5Gl7xZYZ2W4czFfcqp9nAWq2fd0C46OjjAej9MZAQWCCBQy5dc6aFxgaNvMDQgocgGxHz0EEf0/r2WgZmdnZ2re1wcDGzACgOy3K78+y+AsQO9XZfa0HWQIEpo+xYNBGYt5Uj66freuGwIAfWDRdw6IV5v2MZ/WMY0X8EMQ0HccctOQDAB0URrH3Z07d0Jq35oKbI11/abow2ZDZC5AQAHAFcSvixo8i6jqc+LcCpozAqR0Sre1A4B2pDuy/goCEROI/HcFBmdCmm82Jahl90530NF7hroALdruzGsIyLTYiyr10PRmlVliDBSOJc4cjEajDgCyJxL5YYDw8PAQOzs7uHPnzhW226fwGVB4OXWs8brl5WUcHx83+/p6jx09YWGDseButYa6AVkj1lqnpmt015foPs9XB6cqtn/8kWM/73EBr6eCEvPXbwWcrIyalpY5Ouf5RP2SyRAAydJ8GsodSdYmlL7l5ap4uv8DN4DR5z/cKGhfcXHa3t4eDg4OphSVMmQcO3hELgENIcVdzEjmgglQVGkjytMCAadYCihkATs7O91cb9+KOiCO8OsKPe1kZQL67a4AJbPauqmod7Q/V6Dt4zERXuMDPWM1anndugxVeLfekTXPmEXrviHpzlK+yMgMcV00PqC7P3kfl1KmxgPZAI3Q2toaVlZWumv1k60SjOIEzhI0PeCqi5PJXIBAVPBskGcMQNNx68hYwP7+/tSLIaLdiCJrrQrvH1d6/QwBAEd57WQXTl/5PgjAVffJfw+xwNe17i234DouQx9ziYDFDYj+bgGgHo/azEXHlcePsnsWFxe7oPQbb7wxtXDI3VdXdt1OPBvf/Ob44DGdQs+engTmBASA6TnbWXykDBgAdCzg4OAAu7u7U/vKRw/huGL3KX/m/2dTghF9c6ajg8GvZadG4KN15ncWQ5hFvIxRHfjt9VQWkQFDlmemgBmTGZJOBAwUVeQodqNt6EaL9+gMjLKC4+NjLC8vdy7B7u4uxuNx+LaoyMpHjCACggjMuFKw1ea9MYFSyveXUj5TSvk1OfbtpZRXSim/fPH5Mjn3raWUj5dSPlZK+dN96Wsj629FMadGrHQ0QDMWwMVBvjagz7JHvr8/O06XwOMBUXAz69gsuMmBolai1nrFBfHdj1zx+/zfpO97rx8aX2jdM1Rayj4kf1cSb6OMEXochtfqGPIxwQ/jT3wacWdnBzs7O90mJQCugH80lv1c1g6uEz4tHcl13zsAAH+31vp3rBCfB+ArAfwhAO8E8M9KKX+g1tq7+bn7nqw4Cx+tpXYG4KDBhRoaDHTl1t++T1z2UYX3dx5E04ARtXdG4x/GBtxVYBtNJpNub/uTk5MrG47qwNYyRMA0i7RiBNd1J/rym+XcEErv10fMLQLSyL2L2Bj7j+1xfHzcuQSj0ahzCbi7tIN/tMlI9Nvb2+uus1I3ignU4L0DDfkAgB+p5xuO/nYp5eMAvhDA/9d345DIZ+YL+XkKFYUbQxAIIjDwjUSGugFqfV3YuQCuLHFmnR3poy3H3M/lM+t8Uo3vKfCHrJyi9vnGkbRcmFZfUa4bA8iUOfPfNW91SzI2o3Q9Si9iBGogfD0I32IFXK4z8Hqwn1dWVvDGG29gbW2tA++zs7OpF8Y4EGRj38uvLosaj9bjxDeJCXxzKeVrcL6T8LfUWl8H8CLOX0ZCefni2BUpwXsH2KisGFdtaaUcZbM5VAIAV2rphpHZtyu70sHWdGDk80cLQtS6s+z8n3W6Xq91I8Xkx18/5gPxujGBPnnS1r9VzgwAonsy5Y8AJ8o7YgjKAqNzGTCxPEdHR1hcXMTe3h62t7exubmJ8Xg8RfUJ5BkTiMYHxd1Qpnd0dNTsp+uCwPcA+A4A9eL7u3D+EpLBUuW9A+973/sqrVakAK7kerzVOMfHx108gLEAfuuOwq1goHdytlpPfTr+1g4N6g/g6qpBZwA8xv8sC/dDODg46F5iqg+bcH5Y54mfNAj0AUCkiC1Q6rv2umzG089iA9rH7u9H591FBNA9jci6ax+yb/b397G9vd0Bwerq6tSYiVxeb9dMlAGwPE9ldqDW+mnJ9PsA/NTF31cAvCSXvuvi2CBhxdXyZxsnZpFSXnN6eto9LUi/Wd0B3VNQlSua4ovYAoCpXYO5rFS3kYqi/EyPaWlMQWcZ/B4HAt29ZmVlpRkr0ecgZmUErRiAno9odXRtdMyVUX9n5/rqkp1TZQbylZg+DnwpeOQiatr6/L72By3z3t4eXn/9ddy9e3fqXRNRnEjTUHG3DMAVAGAdnzgTKKW8UGv91MXfLwfAmYOfBPAPSynfjfPA4HsA/JshaWrk21/AkVlK9ad9w4aTkxPs7u52y4R1M1EyAN+ey9EfwBT9By6DLHxxiK4nJyWPKJwOOvfpWRZKFIn2QcByMR1OQTF/3drcFSoaTNkg6TueDcwsL69Xy7L3MYFIcf2cs7lsbYjPDvl4cCagM0PRmhMKp+cUCJaWljoDxdjAaDRKd6JutbuOL7qAbAdNT8eXy3XfO/AnSinvxbk78DsA/tJF43+klPKjAH4d568n+6Y6YGaAlam1hi/iiAaIW3+1vLXWDm11WrDvpSI6GI6Pj6esLmmevxKc3+qTA1d3saXoYKM/f3BwcOXR5ijQqEDJcjE24K8yPz4+7v67zxq5VEP6Z+i12p+RaHv3fTzA5orm5yPGk+Xnfr0GiyNXQN0EDywra2QbTSaTKTaoPvry8jJ2d3fxxhtvYGtrC8vLy1f6OWvvyOqXi1hRdK26hJE80fcOXFz/NwH8zb50I4noM5AvNXXaFLkCHhSMAoRqRZSms1OB8wZfWVnB2toaNjY2sLGxgZWVFYzH46kXgkbuiSqDKrC+g3B5eblb0aisg/ewkz3g50FLsp3l5eUpV8Pbcog/3ydDAUElspZ91/UxgOicMrnIyisI+GyRAmzkJnqamif7SMvEstAiLywsdEvZGRvgUmI3aG7oHBz0t8YUeIwAcCMm8GZJZu0jcQBQ+sSgmS4R1mnBLLqvYKADgP7deDzG5uYmtra2sLGx0U3vqAUGrj4Iwm8drGdnZ52SalyBHcgYRjb9GFmJiNK6xcvaMpPrnsvElX8oC/A6+r2ehwO6sjkHT/a9rxvRttRl5vqiUWePFKXjZAa0yAoCS0tL2N3dxeuvv47Nzc0ry34zpee3fnTzVI43HT83YgJvluig0oUt2ul6rSOmggHjAbSqygKiqUDveM4Y0LdeX1/H1tYW7t69i62tLYzH46lln85gIn+NdXBl5VNpZAXj8bjb+MSno9Sn1Pv0iTbNUwdUZD0yfz47FrGIPqCIlLTFBlrnfLEUrwfQKRv7gdZ3KO13/97HjG5IGzHISHiO5eIzAGQE3OpuZ2cHjx8/xurq6hVr7jEWpucftg+vVRDx+13mBgSAq8Ek7XAf0BozoDLyWu4b4G5ANNfvU4VK31ZXV7G5uYl79+5ha2sLd+7cwfr6+tSjpC0XRo+7T8oy8F0Cy8vLODk56eIN3M+OA5D3+WzEeDzuApScKvTpQp96yqyLlj063hIqvLMTfmfKnyl8H/ioiwRcPjyjQV22O6fIlLKr0mf/dekvp2SdVWbKpdaX6SoAcAEP9yDc3t7G1tYW1tfXm5Tf2yMCdP2tDCGTuQEBdioHk/pVimgq6hLwPqKrbg+tLoGDggYNOaAWFhYwHo9x//59PHr0qAMA+u+0wAo+ERPgb1UGpZH63IH+Z3kJArqnHdtIgYArBpVRrK6uTq0kzOaeI0YQtfMQFtBKp88dYd2UEnv+DrZZ22pf8zXfOmWnQKGugsaBFAA4i6PPAkTgocyAwOPtzNkCMgMGsB8/foytra2pjUhbMwUtt0AVvxULoMwVCLiocruwwj4wiKy6rl5fMhq9eJSoXkrBysoK7ty5g7t37+LRo0d4+PAhNjY2OgDgsk+fltRy6bfXTwcM3yvocQmWZ319/YplY7p0CdQ9oMJzm2xlBg4GmUvg+Qw51wcizgiitsoUP/t42mxbbT8Fffb1aDTCyclJN4PihodKrPEAH0cKEGpIFKgVAABM9SFjBScnJ1haWuoecnvttdewvr6OtbW1ELSjdo8AgCDSclVU5gYE3CJkyu/XayNMJpOpKTdfHKS+nT9RuLCwgNXVVTx8+BAPHjzAw4cPsbW1ha2tLaytrV0J4HkUFohfTcY6AdMvu1Rf1b89qBO5Qv7AkC4M0nJq8PImLMDBbVaXIVLyLB21+pHyZy4H2SOnRRVkNdbjY0EVnVafLiUBhONRXQ4HGp5z4+RuIK0z2QmfMOSMFpcS61jTNsjcz6gNfQxGMjcgAFxdFJN1PEXPswP0YSF/M6y+hFRp3fLyMjY2NvDo0SM8//zzePToETY3N7GxsYH19fVuCo8Nmz3WOZQOtyLhbi09KKhlcCBSGslrnAVkFjWSWeqXMZ/oOlqpqK/53+sVWcGIYbAtmQ9BQZmXzwgoW6AbxoDdzs5Op4QEEAd/BW2vd2SRCQJkJBob2NnZ6aYLFdxb403BwdspW2ejMlcgAExP8QDxCsGI+pCCkQXoG4fZyPpiSfqHKysruH//Pl544QW88MILeMc73oH19fXOBYj86qhcfXXida2gWPRfRTs5Wh+hg4EfZQE+qLSNNc8+uj+k3l7XFq3v+9+Xl+fnqySpCMqqnH0pKHA26P79+x0QbG9v4/Hjx10kX9v05ORkytJzLDIukJWXjIKxAW5+s7W1NcU8vZ9bfaBjFECav8rcgEBkBfWciltEXnNycjL11KD6/bp0mPRubW0N9+/fx4svvogXX3yxmwXgKkDS6QiNZ6XDrXr7t1u5SDn8EzGC1syAl515tmh/ppRD20CtcwReLcvfJ1p2r0fLQhMw9IlVKidXhG5tbeHg4KADgDfeeAOvv/46Hj9+jO3tbSwvL+P111/H4eHhVB5UQGerBAnGBJSlHhwcYH9/f+rpwuz5mb42UnbZkrkBAe0st0xaiYzSnp6eTi2/1SCOxwAWFxexubmJR48e4Z3vfCdeeOEFPHz4sFN+LgOmJfV8WV4t+3XqquJWMwuG8luteQYK2adlRbLyXhf0onJl9ZmlTSPG0hdPcj/dxxwBqtbaBVs527K2tob19XXcvXsXDx486JjB48eP8fu///t49dVX8eqrr2J3d3fqydRowY66gDpzwUff9/f3sbW1lc7qKKioaJ7A9Arct0RMIKPBGQXyAaDrA3TFnQcGV1ZWsLW1heeffx7PPfcc3vnOd+LevXudH8ZpttYy4Cj/yAqpG/AkpUWfXeGcBfD6bNo1y6t1fmgaqmQZo4rYSSZR+3oQlZY3Sk/P68IeLyOtta7NoLuwu7uL+/fv47XXXsOrr76K119/vVsOTFZK14CijCNjAwcHB934o0sXtbUzyevIXIGAo3jfINF7dZONaFag1orRaIT79+/j+eefx4svvoiHDx/i/v373Uo9jcZqvCFzA2ZR8uya6DjT9sEdAU9kQXXtQmaJh5YnA+HWfZkVVoX0OgxJV9PvaxuWoRUYUzagcQMdh9rPGmfh8xl8luTRo0d4/PgxXn/99W66b3t7Gzs7O9jd3e2mE5kOcOkuEGB0j4j9/f2pJwsdyD2wHLWZg1kmcwMC3vBDBodWls/W0/dXIJhMJlhbW8O9e/emAoBcAUjaFzV4pEitwdryTf1a/X9d1hC1k5Y5opMREPTlO6Qe0T3aBqqQrb7tkwgAonbPGGUkLSPE2AGAzj1UprW0tNS5C3fu3MHe3h4ePnw45TJwy3t9+Qjz9cVJBIH19fWppcTZ6tSbsABgzkAAQIe0OmgjNFOqC6BDUWUDpGKrq6vdDAADgNzaSRfUZL5zNivgZe+rW+ucfl8HCPRet/wtQBuadqseQ+p3nTT6BrcqfXQsAofWdVmaeo8Go7WNqaRkB3fu3JlyGRhQfPz4cbcuQDe0YaCQaxT29va6zUiBeBMdb6uIGbBub4mYAHBe4CFrnb0haq3dhqL6lBeAqRmA559/Hg8fPsTa2lq3CYhOw2Rz6W49Z1We6FjrvH4PQfmhIDCE0Qypz02s9yzWeWj9/do+RZ7FckYKpbENf3qvlOmXl9Jd4BOojx8/xu7uLra3t7s1LbqITB8s2t/f75iA5jGLDKnrkE1Fvh/AnwXwmVrrH7449o8A/MGLS+4CeKPW+t5yvivxRwF87OLcz9Vav3FogV2xVaKZA/4+OzubWhfAjlpfX8fm5ibe9a534YUXXsD9+/exsbHRTb8oxcqW1CobiMrrv69jFVvHh84aREzCXQC/boj0WfIMzCKFHAI8kX87hBFk13hZogB0K2YQWVZ+62IkbWdG/PVpz9XV1c5l2N3dxebmJnZ3dzs3gcFDBgu5VT7Xq2jeXj6vL+upT6C25FrvHai1/g+S6XcBeCzXf6LW+t4B6U4JK+jPZTOop4EbvZ7xAEZiuRprNBphc3MT73znO/H888/jwYMHWF9fn1r8o5Yym4ppKfqs1r71P1MQv6Zv6pDfWXCwr/yZ9JUtuydTwL58ZmUAWpbMBei7dxb3Q6feNGbAdtYgoE43Li8vd0+J3rlzBxsbG9je3u42wy2lTAHB/v7+lThE1O4KaBrgHCI3eu9AOc/lKwD8V4Ny68+rq4w/86/bZPk9dAUYDFxZWekitu9617tw//79bhMQ3b1FfeXIako9Q8UZ8js73wcImWTnnAnop8UI9P7Ijx5ajhZryRR1qPQBiJc9KmNf2Yac47EIbJURuLiB0b0jxuMx1tbW8Pjx4+7BNwDdsw2Hh4cYj8fN8cEy6j4JPM7ytR4mumlM4D8H8Ola62/Ksc8upfxbANsA/nqt9V/Nmqiuw9bFFnqcx7jW+/DwELXWrnEfPXqE5557Dg8ePMDGxkbvk3TaUZQ+NjCUCWQKf10gaOXp5fagYN99Wd4tcOgDrRZ7AfoBYdbodwYGURBwyG8vA4/p6keOx2jmxZ+TUBdUWcJ4PJ5iBPrkK59daY2/qP+GMIKbgsBXAfhh+f8pAJ9Va321lPIFAP5JKeUP1Vq3/cZiLx/RRvcdhVTp/ZnxWms37UIA2Nrawjve8Q48ePBgahfgCACiyDnL4Y3a9y11u/K7r8P6LPwQ0Wsz6x8B29B8hoBIyzcHrjed1ccEZr33pkCg/3W5sV7j12s/+3JgggABgawWQDfdHU2vRqKGTMvUCrhfGwRKKUsA/jsAXyCVPgJwdPH7F0spnwDwB3D+lqIpqfbyEVYsoi3eyP7wB5/sYtT/wYMHuHfvHlZXV6dezOEBnJaSXNQxVZiMCeh5P5ad0/P+uyVZOprXkBjHdaRV9yHUPUrruoqu6fp3K8+WS5BJ5DooM/AnGD1+4GnwPMcyYwic3ubj8cow3JBRnPrrOHha7sB/DeA3aq0vS6M8AvBarfWslPI5OH/vwG/1JeQAwIqq+KO2VH7OBoxGoy7YwoeAoufoszlzX1YbWeqW9R6ikH5tn/VvDcYh97aUv2XVs4HeihVEShUppF/7pGSWoF52PPrd99/Padu6m8BxS6vMWBe3mVtZWenSW1w835qcLrE+wpyBue5aRWmtmKRc670DtdYP4fztwz9sl38xgL9RSjkBMAHwjbXW1/ry8MGjlckqoHECAN0TX5ubm1M7ASvtUoX3xUD6m2Xh9xAl8nv0e5Zj0f9IMgCKypnVpQ9I+srZl0ZL8SOldCDheR8DERj1WX5P0387yA0FArX+mhbzU+usQEBFn0wmWFpaSqfyNMjn9fA24LhW6u/PRkRy3fcOoNb654NjPwbgx/rSTNKb8vmzQrORdccYRv3X19e7jUCzZ+idRrVcAc3Pf2f/vax+PEsrqmfr2FAmMLSs15GWIraODZXoPqfUQ+uRgUSk/H6f5+cK6WlEIMA03GVQxVXDx/GvbxNWFuzli8aatlW0zoUyNysGI+R3NuDKS2sPoAsK8hFg3wRE7+/7eF594OB1yH63FHFWNtB3fTY4+ix3n9IOKVfLLQCGPTZ9HYmYhObXUugM0NTiq4+vgeshba8fdw3c+HH5Mcum7y6IxirLoYYRmHYFnuYU4RMTr0A2MEijdIpF99JT9B2qlN6gmUvgvzW91kBoXT8rG5jleJbHUMB4M5S1L20PokXlztLO0tX6Rb+HnovAxftWj1EpHRA4lrlqkOOa6bsVd4ah5VIWQZC5cUzgzRJtaF0kFNEfpVG6m27fOvmWRR/CBBxIhirT0HPZ/0wyJcj+P2m20XffdUCkdZ0ziqFpZMAQMZQ+ICgl3nsAuJwdUMrP+xUA/DqyAXUJOLYBXNlyPgsQskxqxPq2OQPmCARU9AGgyP+huK8fLf3lfUNAIfodsYLo2++Ljg1hEJFkg39WRpCV+zqiZWr57k+SQTC9rCyt8mWWO7tH68F+UneAFjcDHLX0us2YLjCKAIMfWnACAY2iXxfNclGilYORzA0IaEMrI3AmoB2h7oCv+NMG8tmAjA3o7yHWP1PwWRiBH2+1T+vaPkDou1/PtSx4pEw3sfwtyZQ1uqYFBEPSj+pJaSl5BM7Z+dbYcUXW5xFUgbP9BnmdbpyqAPGWiAmw4MDVVyd5Z0VI6LMAaskjxY4o1ZDf0Tkv55NS/iHWehZAuG4eKn1KdZPzWV4tBdXzWfpD8+0DnYgheHlV+aP7M4XP/pMVUKJFQpHR1HRaAADMEQiwsqWUK3OjWVyg9fhvKzbg+bauy67Xc09K+Ycq5CzA0fqfpTMLUD1NUWUaUm6/py+9oQFEShaYdF9fQUnXCUSBQ35n49jzi8a4puGWny5ECwTnBgS8QxQAKFr5loXvC5wMaWj9H93r52dNq3Vs1mt00LXuG6pIb7YMoex90scCMrYQ/dcyRezAASQCq2jc6O++j8YMaNk9JuD5+I7G+gr1VjvODQiwITUgGK0cjOhQlJZ+R4FC/86UWH9HSj3U+s9iXa8DDLPk9TQBILKwkYIOtdiznG/l9ySkxSRUHJBbY6cFAH482v3a8+eW4wogLFMmecjwTRZ/M7A/KwBM0yZKRtH6lDNrRL12iJVvda7n2/e/D9yy+2eRZ8EArqOQWTn72qp1bChwtgxClH82NrJjmfvqL4qJdryOysD//t4BfRtSS+YCBNzKq/Lrmmpv+MhV0N991t+/+5RwyABsDaahTCLLb6g1yfLL6tRnXbK0hoLWdWVIXWYBgyHnouuG9pGXJ3tYzZU/O+7p0S1QYIhWxOqKRM4yzD0TUMVX5c7oFpAvgxwy6KP/EYj4b7+/T8Fb5/oGaWvgtY63JKv7kHuG+rwqrYE3lB1cB2hmBYXomqHjJCtny8i0wEBBQa0/xZ+0jcDfnybUWEEkcwECwDQLAPLlon3Kode1rO4QRfP0hqQdXTtEos7MyjBreaMyzZJPq35DJQv2XkeGKvlNjg3NN7suyycDBQBX3IAMCFoSvdIeaD87MDcgoEHBaADrsahhWkGmIQO4xQIyZehLv+/avjINSfM68jSCZtfNa5b5+yF9Ef2e9dgQ6VNyP9YaSxkjcDBoibrQmTudyVyAgMYEAITPDOj5DACexOCexcoOsaatdIdY5L68hgDNLCzgujK0D7JArv7OlGZWadU1a6O+fhvKAofmHQFA9P6Llmib6manfYuEKL0gUEp5qZTyz0spv15K+Ugp5S9fHL9fSvmZUspvXnzfuzheSil/v5Ty8VLKr5RS3jekII5eeuwi3e6TuQrR/6RO4Xd03SzWZeiAa10b5du6Lvoems/TlIj+R33VijUMkSFtNQSQn4TMqvQR2EWxgaGiD971bcqjMoQJnAL4llrr5wH4IgDfVEr5PAAfBPCztdb3APjZi/8A8KU431bsPTjfSPR7hlRA0avWyxcn6NOEKhlY6PksjyFWa6il6Lt3FsWcRfnfrIE9RFpt/6RZWtZGmQV+0u00i5HpO95XZoJB9gwMy0Nd4KvMVF+GgEEvCNRaP1Vr/aWL3zs4f8PQiwA+AOAHLi77AQB/7uL3BwD8YD2XnwNwt5TyQl8+HtHs82kyH2jIgHwSMmRwPWnL/CwVfYhkbd3X7kMseR8t93Suq/xDxshN4xwRA4iOZ8+3UJTu14sVglwnMEsgdqaYQDl/CcnnA/h5AM/VWj91cer3ADx38ftFAL8rt718caxXWGlfKejIp3QneuTYAeFJBKeGSh/Nj/7PYt3mHURmVf6bukVDgGDWNK4rQ+l3VgYtR/YcQcaIXfEVIPrqNxgESikbON8/8K9Ue49APc95ptqXUr6hlPLhUsqHX3311akCt5TXGcKQj973ZkbGVWaJF8xy/mndexOZBYAjmdUXHsrK+kA3kuuym+x8H6NpxQs07UgPdIsyH+ut+g4CgVLKMs4B4Idqrf/44vCnSfMvvj9zcfwVAC/J7e+6OOYV+d5a6/trre9/+PBhFxFVy59Zd378jUR+Tyata54VSKjMqgRZGq3/T0qeNIsawqRmjbP0pRdJVi9Xruh/S4aAgwOWBwn7jN0s+QLDZgcKgA8B+Git9bvl1E8C+NqL318L4Cfk+NeUc/kiAI/FbWjl031nc6L6rjV/AQlwNQjVapwhnXeTAd7nnz5NK/0sAKAvHtMnLesduUOzxgSyY1r2vnjSrADQp5h9/eTugaetOpDNCgxhv0OeIvxjAL4awK+WUn754ti3AfhOAD9aSvl6AJ/E+YtJAeCnAXwZgI8D2AfwdQPyAHBZaQY4WAmfKZjFFeBHUTSiV0OOZeWdRd5siv5m5+cUdEhcYJbj2XXMR/Pk7+hYXx1uAgCZ4l0HJFsbimZsONqlu5XXkPcO/GsAWY98SXB9BfBNfem6sDMnk0n3NKGCgQOBPjKpiKgPTwwBgyHKPrTss5572nJdkJqVAV2HMT3NNhsKPkOUZCgAtBR/qPK3yuwLfzRP1Qnqzix9Mjf7CQDTz0L7a5aj4x4VjXwkl5tS1JvImxGlvm4aLSraorN9lnbW8vSBg+fn92UswAE/S0fT8LEU0fvomiHjr3V9HxhE9+r0YHZNJnOxbJii7gAr5YjHD69puQjAsJVrNylrdKwVwMrSetIAMARwsujzLDGMm9L5oXkMiQl4vll/tK6h9Cn3UIMTjUM9n4lS+yg/1wk3irrDcVQ/lblhAgwI1lq7VU8Roinl0coPcQluGlWeVbmHpnedtK5rbW8CNn00OytXi0kMyXPIec83YgqzlE3PDaH/kbHpS7dPHAh8nKtB5GpBZc/KiloyFyCgMwLZPCfPuR+UXd+HvNphfbGBIZawBRB9lrZPZgWQJ2WdszT6gIAydBD2pTPL9Zk74NdkrkVG1/V3dn2fm3BTcbabBci9TW4cGHyzhAXVx4md+mmDRosk+ijb0wgKtuozy3Geu2mZrgsAs1j5IZZW8xwKGk9aMkX3dm7FBjIF66P5EQC0XAcvt37TQOomoq4LvoRY0+oLFM4NCOhjxPoAhFvhyCeKOmsWyjVEcSJfdFYWMEs+15GbAI9e520StWUECi2lexLiZRpK+7OyRXVn2i2qn1n3ltVvMYtMeG7oI8HUB47Roe7r3IAAMP0GFXaYVygCAY8fUIZSseu4ArPQ/0yehnIMTT9T+Oi+ob57xrCeBBXOyjQ0JuDHWyCm5VZF9TGm48uZqqcR/c4kuz/SB20Xf45maLvPDQiUUqamOHjMr/FKZ4xg1ryHXjeLwmUW/jr+7qyWdWg5ZylL5nd7OaPrnra0yjbknKYTlTdS5ggQ+q53A5aN28yliMqmryvzT99Ow8CcTBESAPj2Vd9umR3T2mhhKLUaUhZH2j4r1HfuOkqfleNpuAs3kRao3LS8N5UhwJz1s/93H7wFCn0uqqah92temSHUsmkZfatyjyO0ZC6YgKIcUU0bZZbNFjMwiJSSwMLf0SDIlDBL7ybytNyDmzAHlSGWNTvfSm9Wyeh+X9laTGXIJ3MF+N0q16x1pWus9eJ49ceM+b4C35bMX4uWyVyAABA//+wV7wMDD6C0FDhT+IhxRNdHebSOte4FnozfnOV5k+tmydfr4MrWV4bMR8/K2je4o+v8t17Dvo/iURn7zOqS5eVpa/2i/67sruT60hJ/NyeAqdeYnZ6ehu0zNyCgFaSwsnz9uFc0agRXYv+fvcU4e1EEy6Hl0fLpt/9W6bPOT0Ip+0Dnpnk5aPUxgr78MtDQ333tGQFJ61j2Wy0n2WgEArSs2bRb1Aa62If3arp+3NtGf6+srGB5eRkrKytYWlrqdIPHlpeXu8V2Gl9rxQbmAgS8U1i5hYUFrKysdB+tMH/zukipo0+k4HofjymS+jEt83UAQOt6U2ml8aStvafdZ137rPR1mVCLAQy1yJ6v9q/69lFaQ6bs6JZqfrTKHvxWBqA+vL5hSEFqPB7j6Oio04sIFDQuwNeRZTIXIACcV3hpaamjLqWUTtlXV1exsrKC0WiE8XiM0WiE0WjUNQA/2gjeGC1QYP4ZBYxYgf6e1arPqpzRoJ81j5ZyzFKezPePLNh1AWGIZMocla31X6/n2IsoORVQP56v50EgYJo8xv/ZA3DMi9Z8aWmp+11KwcnJCY6Pj3FwcNABwMrKSgcOx8fHOD097UBgaWkpdQWAOQKByWSCk5MT7O/v4+joCEtLS52yj8fjqQ+PKRIqCGQAEL3gsZR8n/e+79bvIf9dVCk90DRESWZhIkPLlJUxSsMBpc9nflJxkCj9jJkMBQNtf9/Axve3jOrldN6BgW6HvidQj/uyeAUB4Fxfjo6Opqj/yclJdw5A94zNwcEBlpaWuvMucwECrPzx8TF2d3e7wi4tLXVIt7q6itXV1SnldzeB1/PbAcDdBeDyZQ19AEAZQv/77mvJLPfNChJD04ykZfH6ypddf113YIhkYOX1iEDX24AxAipk3/Vq1bPjGrDzmQZ/XF4fFGKenFLXa8/OznB4eIiNjQ3s7e2hlNIBR2uqcG5A4OzsDCsrK3j55Zexs7PTNfxoNMLi4iI2NjYwHo+xurqKpaWlTvkXFhZCV0AVPwr8AdM+F3DVP1O5qX89C+2OBk9fGVrpRxZ6yLWRYramwlq+et/5ocByHXGwjOqQtY8yA2WLqsB+vQYCneKrYlKBaYh4vaZPWq8By7OzM6ytrXX3l3IeRxuPx1haWsLLL7+Mu3fv4uTkZGrM7+7uhu0zFyBAFFtcXMRoNMJ/+A//AXfv3sXa2lqnyMvLy1hbW5sKgrDyGkik8vN8y/+P4gBAbo0jFjCLO+DSR9+j863B20q7dV2LGlMcONwFGApyGW0fcn7IvVl5/HcL4PrAShU2uk4pPn36WiuWlpamlFnzcwNE688xSmtPQzcajbprCABra2sYj8eYTCZYX1/H0dERHj9+jIODA6ytrYX1AYDyNJB3Viml/EcAewB+/1mX5QbyEG/t8gNv/Tq81csPPN06/Ce11kd+cC5AAABKKR+utb7/WZfjuvJWLz/w1q/DW738wLOpw1w8O3Art3Irz05uQeBWbuVtLvMEAt/7rAtwQ3mrlx9469fhrV5+4BnUYW5iArdyK7fybGSemMCt3MqtPAN55iBQSvkzpZSPlVI+Xkr54LMuz1AppfxOKeVXSym/XEr58MWx+6WUnyml/ObF971nXU6VUsr3l1I+U0r5NTkWlrmcy9+/6JdfKaW879mVvCtrVP5vL6W8ctEPv1xK+TI5960X5f9YKeVPP5tSX0op5aVSyj8vpfx6KeUjpZS/fHH82faBP7zwZn4ALAL4BIDPAbAC4N8B+LxnWaYZyv47AB7asb8N4IMXvz8I4G8963Ja+b4YwPsA/FpfmXH+Psn/G0AB8EUAfn5Oy//tAP6n4NrPuxhPIwCffTHOFp9x+V8A8L6L33cA/PuLcj7TPnjWTOALAXy81vpbtdZjAD8C4APPuEw3kQ8A+IGL3z8A4M89u6JclVrrvwTwmh3OyvwBAD9Yz+XnANwtF6+if1aSlD+TDwD4kVrrUa31t3H+gtwvfGqFGyC11k/VWn/p4vcOgI8CeBHPuA+eNQi8COB35f/LF8feClIB/NNSyi+WUr7h4thz9fI17L8H4LlnU7SZJCvzW6lvvvmCLn+/uGBzXf5SyrsBfD6An8cz7oNnDQJvZfnjtdb3AfhSAN9USvliPVnP+dxbaurlrVhmAN8D4D8F8F4AnwLwXc+0NAOklLIB4McA/JVa67aeexZ98KxB4BUAL8n/d10cm3uptb5y8f0ZAD+Oc6r5adK1i+/PPLsSDpaszG+Jvqm1frrWelZrnQD4PlxS/rksfyllGecA8EO11n98cfiZ9sGzBoFfAPCeUspnl1JWAHwlgJ98xmXqlVLKeinlDn8D+FMAfg3nZf/ai8u+FsBPPJsSziRZmX8SwNdcRKi/CMBjoaxzI+YjfznO+wE4L/9XllJGpZTPBvAeAP/mzS6fSjl/lPFDAD5aa/1uOfVs++BZRkslAvrvcR69/WvPujwDy/w5OI88/zsAH2G5ATwA8LMAfhPAPwNw/1mX1cr9wzinzCc49y+/PiszziPS/8dFv/wqgPfPafn/r4vy/cqF0rwg1/+1i/J/DMCXzkH5/zjOqf6vAPjli8+XPes+uF0xeCu38jaXZ+0O3Mqt3MozllsQuJVbeZvLLQjcyq28zeUWBG7lVt7mcgsCt3Irb3O5BYFbuZW3udyCwK3cyttcbkHgVm7lbS7/P7Tj57WvIjmMAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(img_r[0][0], cmap=\"Greys_r\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
